{"id":462,"date":"2023-06-26T16:28:46","date_gmt":"2023-06-26T08:28:46","guid":{"rendered":"https:\/\/chih-hao.synology.me\/wordpress\/?p=462"},"modified":"2023-12-22T03:43:31","modified_gmt":"2023-12-21T19:43:31","slug":"%e5%9c%a8docker%e8%aa%bf%e7%94%a8gpu","status":"publish","type":"post","link":"https:\/\/wp.chih-hao.synology.me\/?p=462","title":{"rendered":"\u5728Docker\u8abf\u7528GPU"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/wp.chih-hao.synology.me\/?p=462\/#1%E7%92%B0%E5%A2%83%E5%AE%89%E8%A3%9D\" >1.\u74b0\u5883\u5b89\u88dd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/wp.chih-hao.synology.me\/?p=462\/#%E5%AE%89%E8%A3%9DNVIDIA_Container_Toolkit\" >\u5b89\u88ddNVIDIA Container Toolkit<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1%E7%92%B0%E5%A2%83%E5%AE%89%E8%A3%9D\"><\/span>1.\u74b0\u5883\u5b89\u88dd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b89\u88dd\u9a45\u52d5<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u4e0d\u77e5\u9053\u5b89\u88dd\u90a3\u500b\u9a45\u52d5\u6bd4\u8f03\u597d\uff0c\u63a8\u85a6\u662f\u6700\u9069\u5408\u7684\u9078\u64c7\u3002\u4ee5\u4e0b\u8f38\u51fa\u662f\u6559\u5b78\u96fb\u8166\u7684\u7d50\u679c\uff0c\u4e0d\u540c\u7684\u96fb\u8166\u53ef\u80fd\u6703\u770b\u5230\u4e0d\u540c\u7684\u8f38\u51fa\uff0c\u5177\u9ad4\u53d6\u6c7a\u65bc\u7cfb\u7d71\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ubuntu-drivers devices<\/code><\/pre>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"537\" height=\"243\" src=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-5.png\" alt=\"\" class=\"wp-image-463\" srcset=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-5.png 537w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-5-300x136.png 300w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><\/figure>\n<\/div>\n\n\n<p>\u901a\u5e38\uff0c\u6700\u597d\u5b89\u88dd\u63a8\u85a6\u7684\u9a45\u52d5\u7a0b\u5e8f\uff0c\u7576\u4f60\u6c7a\u5b9a\u4f7f\u7528\u9a45\u52d5\u7a0b\u5f0f\u7248\u672c\u5f8c\u8acb\u4f7f\u7528 apt \u8edf\u4ef6\u5305\u7ba1\u7406\u5668\u5b89\u88dd\u82f1\u5049\u9054\u986f\u5361\u9a45\u52d5 nvidia-driver-530\u3002<\/p>\n\n\n\n<p>\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u7136\u5f8c\u5728\u7d42\u7aef\u904b\u884c\u547d\u4ee4 sudo reboot \u91cd\u555f\u7cfb\u7d71\u3002\u7576\u8fd4\u56de\u5230\u7cfb\u7d71\u6642\uff0c\u60a8\u53ef\u4ee5\u5728\u7d42\u7aef\u518d\u6b21\u904b\u884c\u547d\u4ee4 nvidia-smi \u555f\u52d5\u76e3\u8996\u5de5\u5177\u67e5\u770b\u5716\u5f62\u5361\/\u986f\u5361\u7684\u72c0\u614b\u3002<\/p>\n\n\n\n<p>nvidia-smi \u547d\u4ee4\u5c07\u986f\u793a\u6240\u7528\u9a45\u52d5\u7a0b\u5e8f\u7684\u7248\u672c\u4ee5\u53ca\u6709\u95dcNVIDIA\u986f\u5361\u7684\u5176\u5b83\u8a0a\u606f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo apt install nvidia-driver-530\nsudo reboot\nnvidia-smi<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"718\" height=\"256\" src=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-6.png\" alt=\"\" class=\"wp-image-464\" srcset=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-6.png 718w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-6-300x107.png 300w\" sizes=\"auto, (max-width: 718px) 100vw, 718px\" \/><\/figure>\n\n\n\n<p>\u6709Nvidia\u986f\u793a\u5361\u7684\u7b46\u96fb\u5b89\u88dd\u986f\u793a\u5361\u9a45\u52d5\u7684\u65b9\u5f0f\u8ddf\u684c\u4e0a\u578b\u96fb\u8166\u4e00\u6a23\u3002<\/p>\n\n\n\n<p>\u4e0d\u904e\uff0cIntel\uff0bNvidia\u7684\u96d9GPU\u7b46\u96fb\uff0c\u5373\u4f7f\u88dd\u4e86Nvidia\u9a45\u52d5\u4e5f\u53ef\u80fd\u7e7c\u7e8c\u7528Intel\u7684GPU\u6e32\u67d33D\uff0c\u5c0e\u81f43D\u6027\u80fd\u4f4e\u4e0b\u3002<\/p>\n\n\n\n<p>\u6b64\u6642\u53ef\u4ee5\u4f7f\u7528<code>prime-select<\/code>\u6307\u4ee4\uff0c\u6307\u5b9a\u7528Nvidia\u986f\u793a\u5361\u8ca0\u8cac\u6e32\u67d3\u4f5c\u696d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo prime-select nvidia<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b89\u88ddCUDA<\/li>\n<\/ul>\n\n\n\n<p>CUDA (Compute Unified Device Architecture)\uff0c\u5728\u505a\u6df1\u5ea6\u5b78\u7fd2\u3001Blender\u6e32\u67d3\u6642\u5e38\u7528\u5230\u7684\u6280\u8853\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u64b0\u5beb\u6642\u9edeCUDA\u6700\u65b0\u7248\u672c\u70ba12.1\u3002<\/p>\n\n\n\n<p>\u52a0\u5165Ubuntu 22.04\u7684Nvidia\u5b98\u65b9PPA\uff0c\u88e1\u9762\u542b\u6709\u5404\u7a2eCUDA\u7248\u672c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>os<\/em>=ubuntu2204\n<em>arch<\/em>=x86_64\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/<em>$os<\/em>\/<em>$arch<\/em>\/cuda-keyring_1.0-1_all.deb\nsudo dpkg -i cuda-keyring_1.0-1_all.deb<\/code><\/pre>\n\n\n\n<p>\u5b89\u88dd\u6700\u65b0\u7684CUDA 12.1\uff0c\u91cd\u958b\u6a5f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo apt update\nsudo apt-get install cuda\n<em># \u6216\u662f sudo apt-get install cuda-12-1<\/em><\/code><\/pre>\n\n\n\n<p>\u7528<code>nvcc --version<\/code>\u6307\u4ee4\u78ba\u8a8dCUDA\u7248\u672c<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"397\" height=\"93\" src=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-7.png\" alt=\"\" class=\"wp-image-465\" srcset=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-7.png 397w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-7-300x70.png 300w\" sizes=\"auto, (max-width: 397px) 100vw, 397px\" \/><\/figure>\n<\/div>\n\n\n<p>\u5982\u679c\u986f\u793a<code>Command nvcc not found<\/code>\uff0c\u5247\u5c07\u8def\u5f91\u52a0\u5165\u81f3<code>~\/.bashrc<\/code>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>export<\/em> <em>PATH<\/em>=\/usr\/local\/cuda-12\/bin${<em>PATH<\/em>:+:${<em>PATH<\/em>}}\n<em>export<\/em> <em>LD_LIBRARY_PATH<\/em>=\/usr\/local\/cuda-12\/lib64:${<em>LD_LIBRARY_PATH<\/em>:+:${<em>LD_LIBRARY_PATH<\/em>}}<\/code><\/pre>\n\n\n\n<p>\u518d\u5617\u8a66\u6aa2\u67e5\u4e00\u6b21\u7248\u672c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>source<\/em> ~\/.bashrc\nnvcc --version<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b89\u88ddcuDNN<\/li>\n<\/ul>\n\n\n\n<p>CUDA Deep Neural Network (cuDNN)<\/p>\n\n\n\n<p>\u5b89\u88ddcuDNN\u524d\u52d9\u5fc5\u6aa2\u67e5CUDA\u7248\u672c\u662f\u5426\u6b63\u78ba\u3002<\/p>\n\n\n\n<p>\u52a0\u5165Ubuntu 22.04\u7684Nvidia\u5b98\u65b9PPA<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ad2f72ca wp-block-group-is-layout-flex\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<pre class=\"wp-block-code has-small-font-size\"><code>OS=ubuntu2204\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/${OS}\/x86_64\/cuda-${OS}.pin \nsudo mv cuda-${OS}.pin \/etc\/apt\/preferences.d\/cuda-repository-pin-600\nsudo apt-key adv --fetch-keys https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/${OS}\/x86_64\/3bf863cc.pub\nsudo add-apt-repository \"deb https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/${OS}\/x86_64\/ \/\"\nsudo apt-get update<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p>\u5b89\u88ddlibfreeimage<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo apt install libfreeimage-dev<\/code><\/pre>\n\n\n\n<p>\u5b89\u88ddcuDNN\u57f7\u884c\u6642\u8207\u7bc4\u672c\u3002<code>libcudnn8<\/code>\u5f8c\u9762\u7684\u6578\u5b57\u61c9\u70ba<code>cuda12.0<\/code>\u6216<code>cuda11.8<\/code>\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u5982\u679c\u627e\u4e0d\u5230\u5957\u4ef6\u8acb\u7528apt search libcudnn8\u67e5\u627e\u5176\u78ba\u5207\u7248\u672c\u865f\u78bc<\/em>\n\n<em># CUDA 12.0<\/em>\nsudo apt-get install <em>libcudnn8<\/em>=8.8.0.121_1.0-1+cuda12.0\nsudo apt-get install libcudnn8-dev=8.8.0.121-1+cuda12.0\n\n<em># CUDA 11.8<\/em>\nsudo apt-get install <em>libcudnn8<\/em>=8.8.0.121_1-1+cuda11.8\nsudo apt-get install libcudnn8-dev=8.8.0.121-1+cuda11.8<\/code><\/pre>\n\n\n\n<p>\u7de8\u8b6f\u57f7\u884c\u5b98\u65b9\u7bc4\u672c\uff0c\u6e2c\u8a66cuDNN\u5b89\u88dd\u662f\u5426\u6210\u529f<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cp -r \/usr\/src\/cudnn_samples_v8\/ <em>$HOME<\/em>\n<em>cd<\/em>  <em>$HOME<\/em>\/cudnn_samples_v8\/mnistCUDNN\nmake clean &amp;&amp; make\n.\/mnistCUDNN<\/code><\/pre>\n\n\n\n<p>\u770b\u5230<code>Test passed!<\/code>\u4ee3\u8868\u5b89\u88dd\u6210\u529f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b89\u88ddTensorRT<\/li>\n<\/ul>\n\n\n\n<p>TensorRT\u662fNvidia\u63a8\u51fa\u7684\u6df1\u5ea6\u5b78\u7fd2\u63a8\u7406\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>TensorRT\u76ee\u524d\u9084\u6c92\u6709PPA\u53ef\u4ee5\u76f4\u63a5\u7528\uff0c\u5fc5\u9808\u8a3b\u518aNvidia\u5e33\u865f\u4e0b\u8f09\u532f\u5165\u3002<\/p>\n\n\n\n<p>\u81f3<a href=\"https:\/\/developer.nvidia.com\/nvidia-tensorrt-download\" target=\"_blank\" rel=\"noreferrer noopener\">Nvidia\u5b98\u7db2<\/a>\u8a3b\u518a\u5e33\u865f\uff0c\u767b\u5165\uff0c\u52fe\u9078\u540c\u610f\u6388\u6b0a\u689d\u6b3e\uff0c\u9ede\u9078Ubuntu 22.04\u7684deb\u6a94\u4e0b\u8f09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"521\" src=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8-1024x521.png\" alt=\"\" class=\"wp-image-467\" srcset=\"https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8-1024x521.png 1024w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8-300x153.png 300w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8-768x391.png 768w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8-900x458.png 900w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8-1280x652.png 1280w, https:\/\/wp.chih-hao.synology.me\/wp-content\/uploads\/2023\/06\/image-8.png 1365w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b89\u88ddTensorRT<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo dpkg -i nv-tensorrt-local-repo-ubuntu2204-8.5.2-cuda-11.8_1.0-1_amd64.deb\nsudo cp \/var\/nv-tensorrt-local-repo-ubuntu2204-8.5.2-cuda-11.8\/nv-tensorrt-local-A4462430-keyring.gpg \/usr\/share\/keyrings\/\n\nsudo apt-get update\nsudo apt-get install tensorrt<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%9DNVIDIA_Container_Toolkit\"><\/span>\u5b89\u88ddNVIDIA Container Toolkit<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8a2d\u8a08\u7d66Docker\u5bb9\u5668\u7528\u7684Nvidia\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u5148\u5b89\u88dd<a href=\"https:\/\/ivonblog.com\/posts\/install-docker-engine-on-linux\/\" target=\"_blank\" rel=\"noreferrer noopener\">Docker<\/a><\/p>\n\n\n\n<p>\u52a0\u5165Nvidia\u7684\u5132\u5b58\u5eab\uff0c<code>distribution<\/code>\u7684\u503c\u662f\u5f9eos-release\u6293\u7684\uff0c\u61c9\u70ba<code>ubuntu2204<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#\u8a2d\u5b9a\u8b8a\u6578\n\ndistribution=$(. \/etc\/os-release;echo $ID$VERSION_ID)\n\n#\u5b89\u88dd\u516c\u9470\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/gpgkey | sudo apt-key add -\n\n#\u53d6\u5f97list\n\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/$distribution\/nvidia-docker.list | sudo tee \/etc\/apt\/sources.list.d\/nvidia-docker.list<\/code><\/pre>\n\n\n\n<p>\u5b89\u88ddNVIDIA Container Toolkit<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo apt-get update\nsudo apt-get install -y nvidia-container-toolkit<\/code><\/pre>\n\n\n\n<p>\u5411Docker\u8a3b\u518aNvidia\u88dd\u7f6e<\/p>\n\n\n\n<p>sudo nvidia-ctk runtime configure &#8211;runtime=docker<\/p>\n\n\n\n<p>\u91cd\u65b0\u555f\u52d5Docker<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo systemctl restart docker<\/code><\/pre>\n\n\n\n<p>\u6e2c\u8a66\u662f\u5426\u6b63\u78ba\u5b89\u88dd\uff0c\u61c9\u8a72\u6703\u5370\u51faNvidia\u986f\u793a\u5361\u7684\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo docker run --gpus all --rm nvidia\/cuda:11.0.3-base nvidia-smi<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u60f3\u8981\u5728Compose\u914d\u7f6e\u4e2d\u555f\u7528\u8ddf\u914d\u7f6eGPU\u53ef\u4ee5\u53c3\u8003\u5b98\u65b9\u6587\u6a94:<\/p>\n\n\n\n<p><a href=\"https:\/\/dockerdocs.cn\/compose\/gpu-support\/\" target=\"_blank\" rel=\"noopener\">https:\/\/dockerdocs.cn\/compose\/gpu-support\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728Docker\u8abf\u7528GPU<\/p>\n","protected":false},"author":1,"featured_media":464,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[],"class_list":["post-462","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ubuntudocker-ubuntu"],"_links":{"self":[{"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/462","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=462"}],"version-history":[{"count":5,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/462\/revisions"}],"predecessor-version":[{"id":530,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/posts\/462\/revisions\/530"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=\/wp\/v2\/media\/464"}],"wp:attachment":[{"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=462"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=462"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wp.chih-hao.synology.me\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}