{"id":3139,"date":"2026-03-11T10:14:30","date_gmt":"2026-03-11T02:14:30","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3139"},"modified":"2026-03-11T10:14:30","modified_gmt":"2026-03-11T02:14:30","slug":"%e4%bb%8e%e9%9b%b6%e6%90%ad%e5%bb%ba%e4%bc%81%e4%b8%9a%e7%ba%a7ai%e5%b7%a5%e5%8e%82%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%a4%9a%e7%a7%9f%e6%88%b7gpu%e9%9b%86%e7%be%a4%e8%90%bd%e5%9c%b0","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3139","title":{"rendered":"\u4ece\u96f6\u642d\u5efa\u4f01\u4e1a\u7ea7AI\u5de5\u5382\uff1a\u661f\u5b87\u667a\u7b97\u591a\u79df\u6237GPU\u96c6\u7fa4\u843d\u5730\u624b\u518c"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773195270_50cf3b.png\" alt=\"\u4ece\u96f6\u642d\u5efa\u4f01\u4e1a\u7ea7AI\u5de5\u5382\uff1a\u661f\u5b87\u667a\u7b97\u591a\u79df\u6237GPU\u96c6\u7fa4\u843d\u5730\u624b\u518c\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p><strong>\u80cc\u666f\u8d44\u8baf<\/strong><br \/>\n2024 \u5e74\u300a\u4e2d\u56fd AI \u7b97\u529b\u53d1\u5c55\u62a5\u544a\u300b\u6307\u51fa\uff0c\u8fd1\u4e03\u6210\u4f01\u4e1a\u56e0\u201c\u591a\u56e2\u961f GPU \u62a2\u5360\u3001\u8bad\u7ec3\u4efb\u52a1\u649e\u8f66\u201d\u5bfc\u81f4\u6a21\u578b\u4ea4\u4ed8\u5ef6\u671f\u3002IDC \u9884\u6d4b\uff0c\u5230 2026 \u5e74\uff0c\u8d85\u8fc7 50% \u7684 AI \u8d1f\u8f7d\u5c06\u8fd0\u884c\u5728\u201c\u591a\u79df\u6237 GPU \u4e91\u4e3b\u673a\u201d\u4e0a\uff0c\u800c\u80fd\u5426\u5728\u5355\u96c6\u7fa4\u5185\u540c\u65f6\u6ee1\u8db3\u201c\u9694\u79bb\u6027\u3001QoS\u3001\u5408\u89c4\u5ba1\u8ba1\u201d\u4e09\u5927\u6307\u6807\uff0c\u5c06\u6210\u4e3a\u4f01\u4e1a AI \u5de5\u5382\u6210\u719f\u5ea6\u7684\u65b0\u5206\u6c34\u5cad\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u4ece\u96f6\u642d\u5efa\u4f01\u4e1a\u7ea7 AI \u5de5\u5382\uff1a\u661f\u5b87\u667a\u7b97\u591a\u79df\u6237 GPU \u96c6\u7fa4\u843d\u5730\u624b\u518c<\/h2>\n<h3>1. AI \u5de5\u5382\u4e94\u9636\u6bb5\u6210\u719f\u5ea6\u6a21\u578b\u5feb\u901f\u56de\u987e<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u9636\u6bb5<\/th>\n<th>\u7279\u5f81<\/th>\n<th>\u5178\u578b\u75db\u70b9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>L1 \u5b9e\u9a8c\u7ea7<\/td>\n<td>\u5355\u673a GPU \u670d\u52a1\u5668\u79df\u7528\uff0cNotebook \u8bd5\u9519<\/td>\n<td>\u6570\u636e\u3001\u6a21\u578b\u6563\u843d\u5728\u672c\u5730\u786c\u76d8<\/td>\n<\/tr>\n<tr>\n<td>L2 \u9879\u76ee\u7ea7<\/td>\n<td>\u624b\u5de5\u642d\u5efa K8s\uff0cGPU \u4e91\u4e3b\u673a\u9759\u6001\u5206\u914d<\/td>\n<td>\u8bad\u7ec3\u4e00\u505c\uff0c\u5361\u5c31\u7a7a\u8f6c\uff1b\u5171\u4eab\u5373\u51b2\u7a81<\/td>\n<\/tr>\n<tr>\n<td>L3 \u90e8\u95e8\u7ea7<\/td>\n<td>\u5f15\u5165 Namespaces \u505a\u7c97\u7c92\u5ea6\u9694\u79bb<\/td>\n<td>\u8c03\u5ea6\u65e0 QoS\uff0c\u5927\u4efb\u52a1\u6324\u5360\u5c0f\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>L4 \u4f01\u4e1a\u7ea7<\/td>\n<td>\u591a\u79df\u6237 GPU \u6c60\u5316\uff0c\u7edf\u4e00\u8c03\u5ea6\u4e0e\u8d26\u5355<\/td>\n<td>\u9700\u8981\u5bf9\u63a5\u5ba1\u8ba1\u3001\u65e5\u5fd7\u3001\u5408\u89c4<\/td>\n<\/tr>\n<tr>\n<td>L5 \u751f\u6001\u7ea7<\/td>\n<td>GPU \u7b97\u529b\u4e0e AI \u5e94\u7528\u5e02\u573a\u6253\u901a\uff0c\u4e00\u952e\u5373\u73a9<\/td>\n<td>\u5b89\u5168\u6d41\u7a0b\u4e0e ISO27001 \u5168\u9762\u878d\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u4f60\u7684\u7ec4\u7ec7\u6b63\u5361\u5728 L2-L3\uff0c\u672c\u6587\u5c06\u4ee5\u661f\u5b87\u667a\u7b97\uff08<a href=\"https:\/\/www.starverse-ai.com\">starverse-ai.com<\/a>\uff09vCluster \u65b9\u6848\u4e3a\u4f8b\uff0c\u5e26\u4f60\u4e00\u6b21\u6027\u8de8\u5230 L4\uff0c\u5e76\u4e3a L5 \u94fa\u8def\u3002<\/p>\n<hr \/>\n<h3>2. \u661f\u5b87\u667a\u7b97 vCluster \u65b9\u6848\uff1a\u6bcf\u4e2a\u90e8\u95e8\u72ec\u7acb K8s \u63a7\u5236\u9762<\/h3>\n<p>\u4f20\u7edf\u505a\u6cd5\u662f\u5728\u540c\u4e00\u5957 K8s \u91cc\u7528 Namespace \u9694\u79bb\uff0c\u4f46 CRD\u3001RBAC\u3001NetworkPolicy \u7684\u201c\u8f6f\u9694\u79bb\u201d\u4f9d\u65e7\u6321\u4e0d\u4f4f\u201c noisy neighbor\u201d\u3002\u661f\u5b87\u667a\u7b97\u57fa\u4e8e <a href=\"https:\/\/www.starverse-ai.com\">vCluster<\/a> \u6280\u672f\uff0c\u4e3a\u6bcf\u4e2a\u90e8\u95e8\/\u79df\u6237\u751f\u6210<strong>\u72ec\u7acb\u7684 K8s API Server+ETCD<\/strong>\uff0c\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li>\u63a7\u5236\u5e73\u9762\u9694\u79bb\uff1aA \u90e8\u95e8\u7684 Job \u4e0d\u4f1a\u6324\u5360 B \u90e8\u95e8\u7684\u8c03\u5ea6\u961f\u5217\uff1b<\/li>\n<li>\u81ea\u5b9a\u4e49\u63d2\u4ef6\uff1a\u8d22\u52a1\u3001CV\u3001NLP \u4e09\u6761\u4e1a\u52a1\u7ebf\u5404\u81ea\u5b89\u88c5\u4e0d\u540c\u7684\u8c03\u5ea6\u5668\u7248\u672c\uff0c\u4e92\u4e0d\u5e72\u6270\uff1b<\/li>\n<li>\u7edf\u4e00\u8d44\u6e90\u6c60\uff1a\u5e95\u5c42\u4ecd\u590d\u7528\u540c\u4e00\u6279 GPU \u4e91\u4e3b\u673a\uff0c\u6210\u672c\u4e0d\u7206\u70b8\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a<strong>\u201c\u4f60\u770b\u4e0d\u89c1\u522b\u4eba\uff0c\u522b\u4eba\u4e5f\u770b\u4e0d\u89c1\u4f60\u201d\uff0c\u4f46 GPU \u5229\u7528\u7387\u5374\u4ece 42% \u63d0\u5347\u5230 78%\u3002<\/strong><\/p>\n<hr \/>\n<h3>3. \u786c\u4ef6\u5c42 GPU \u6c60\u5316 + \u8c03\u5ea6\u5668\u63d2\u4ef6\u4fdd\u8bc1 QoS<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u5728\u786c\u4ef6\u5c42\u505a\u4e86\u4e09\u4ef6\u4e8b\uff0c\u8ba9\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u771f\u6b63\u50cf\u4e91\u4e00\u6837\u5f39\u6027\u3002<\/p>\n<ol>\n<li>\n<p><strong>GPU \u6c60\u5316\u9a71\u52a8<\/strong><br \/>\n   \u91c7\u7528 Nvidia MIG + \u81ea\u7814 GPUfs\uff0c\u628a\u5355\u5361 A100 40G \u5207\u5206\u6210 7 \u4e2a 5GB \u5b9e\u4f8b\uff0c\u6216\u5408\u5e76\u6210 2 \u4e2a 20GB \u5b9e\u4f8b\uff0c\u5206\u949f\u7ea7\u70ed\u8fc1\u79fb\uff0c\u65e0\u9700\u91cd\u542f\u5bb9\u5668\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52a8\u6001 QoS \u8c03\u5ea6\u5668<\/strong><br \/>\n   \u57fa\u4e8e <a href=\"https:\/\/koordinator.sh\">Koordinator<\/a> \u4e8c\u6b21\u5f00\u53d1\uff0c\u652f\u6301\u4e09\u7ea7\u4f18\u5148\u7ea7\uff1a  <\/p>\n<\/li>\n<li>Prod\uff08\u751f\u4ea7\u63a8\u7406\uff09  <\/li>\n<li>Batch\uff08\u79bb\u7ebf\u8bad\u7ec3\uff09  <\/li>\n<li>\n<p>BestEffort\uff08\u8c03\u8bd5\uff09<br \/>\n   \u5f53 Prod \u4efb\u52a1\u5230\u6765\uff0c\u7cfb\u7edf\u53ef\u5728 30 \u79d2\u5185\u62a2\u5360 BestEffort \u8d44\u6e90\uff0c\u4fdd\u969c SLA\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u62d3\u6251\u611f\u77e5<\/strong><br \/>\n   \u81ea\u52a8\u8bc6\u522b NVLink\u3001PCIe Switch \u62d3\u6251\uff0c\u628a\u591a\u5361\u5e76\u884c\u8bad\u7ec3\u4efb\u52a1\u201c\u7c98\u201d\u5728\u540c\u4e00\u8282\u70b9\uff0c\u907f\u514d\u8de8\u8282\u70b9\u901a\u4fe1\u5e26\u6765\u7684 15% \u6027\u80fd\u635f\u8017\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u5728\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u79df\u4e00\u5f20 <a href=\"https:\/\/www.starverse-ai.com\">RTX 4090 GPU \u4e91\u4e3b\u673a<\/a>\uff0c\u5373\u53ef\u4e00\u952e\u6253\u5f00\u4e0a\u8ff0\u6c60\u5316\u529f\u80fd\uff1b\u65b0\u7528\u6237\u6ce8\u518c\u8fd8\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u8db3\u591f\u8dd1\u901a 6 \u5c0f\u65f6 Stable Diffusion XL \u8bad\u7ec3\u3002<\/p>\n<hr \/>\n<h3>4. \u5b9e\u6218\uff1a3 \u6761\u7ebf\u5e76\u884c\u8bad\u7ec3\uff0c\u5b89\u5168\u5408\u89c4\u96f6\u78b0\u649e<\/h3>\n<p><strong>\u5ba2\u6237\u573a\u666f<\/strong><br \/>\n\u67d0\u5934\u90e8\u5238\u5546\u4e0b\u8bbe\u4e09\u4e2a\u56e2\u961f\uff1a\u7b97\u6cd5\u4ea4\u6613\uff08T+0 \u5b9e\u65f6\uff09\u3001\u6295\u7814\u56e0\u5b50\u6316\u6398\uff08\u9694\u591c Batch\uff09\u3001\u5927\u6a21\u578b\u8bed\u4e49\u5206\u6790\uff08\u5468\u7ea7\u522b\uff09\u3002\u5171\u4eab 64 \u5f20 A800\uff0c\u66fe\u51fa\u73b0\u201c\u591c\u95f4\u56e0\u5b50\u4efb\u52a1\u628a\u5361\u5403\u6ee1\uff0c\u5bfc\u81f4\u65e9\u76d8\u4ea4\u6613\u5ef6\u8fdf\u201d\u7684\u4e8b\u6545\u3002<\/p>\n<p><strong>\u843d\u5730\u6b65\u9aa4<\/strong><br \/>\n1. \u5728\u661f\u5b87\u667a\u7b97\u63a7\u5236\u53f0\u521b\u5efa 3 \u4e2a vCluster\uff0c\u5206\u522b\u547d\u540d <code>trade-prod<\/code>\u3001<code>factor-batch<\/code>\u3001<code>nlp-research<\/code>\u3002<br \/>\n2. \u4e3a <code>trade-prod<\/code> \u7ed1\u5b9a\u201cProd\u201d QoS \u7c7b\uff0c\u9884\u7559 16 \u5361 MIG 5g\uff1b<code>factor-batch<\/code> \u8bbe\u201cBatch\u201d\u7c7b\uff0c\u4e0a\u9650 40 \u5361\uff1b<code>nlp-research<\/code> \u8bbe\u201cBestEffort\u201d\u7c7b\uff0c\u4e0a\u9650 24 \u5361\u3002<br \/>\n3. \u542f\u7528\u5ba1\u8ba1\u65e5\u5fd7\u6295\u9012\u81f3\u5238\u5546\u81ea\u6709\u7684 ELK\uff0c\u5bf9\u63a5\u516c\u53f8 LDAP\uff0c\u5b9e\u73b0\u5355\u70b9\u767b\u5f55\u4e0e MFA\u3002<br \/>\n4. \u901a\u8fc7<a href=\"https:\/\/www.starverse-ai.com\/node\/019b88aa-2fc4-790b-97e1-fdff4da0e8a6\">\u4e91\u786c\u76d8<\/a>\u505a\u8de8 vCluster \u6570\u636e\u96c6\u5171\u4eab\uff0c\u6a21\u578b\u6743\u91cd\u5219\u5b58\u5165<a href=\"https:\/\/www.starverse-ai.com\/node\/019b88ac-286a-70a3-bafa-cfa47c851b4d\">\u661f\u5b87\u516c\u5171\u6a21\u578b\u5e93<\/a>\uff0c\u79d2\u7ea7\u5206\u53d1\u3002<\/p>\n<p><strong>\u7ed3\u679c<\/strong><br \/>\n&#8211; \u65e9\u76d8\u9ad8\u9891\u63a8\u7406 P99 \u5ef6\u8fdf\u4ece 42ms \u964d\u5230 9ms\uff1b<br \/>\n&#8211; \u591c\u95f4\u56e0\u5b50\u4efb\u52a1 GPU \u5229\u7528\u7387\u63d0\u5347 38%\uff0c\u4f46\u4ece\u672a\u62a2\u5360\u4ea4\u6613\u8d44\u6e90\uff1b<br \/>\n&#8211; \u5ba1\u8ba1\u5458\u5728 ELK \u8f93\u5165\u201cuser=zhang3 AND gpu&gt;8\u201d\uff0c30 \u79d2\u5185\u5373\u53ef\u5b9a\u4f4d\u5f02\u5e38\u4f5c\u4e1a\uff0c\u6ee1\u8db3\u5238\u5546\u5185\u63a7\u3002<\/p>\n<hr \/>\n<h3>5. \u4e0b\u4e00\u6b65\uff1a\u628a GPU \u4e91\u4e3b\u673a\u7eb3\u5165\u516c\u53f8 ISO27001 \u6d41\u7a0b<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u5df2\u5728\u5317\u4eac\u3001\u4e0a\u6d77\u4e24\u5730\u673a\u623f\u901a\u8fc7 ISO27001\/27701 \u53cc\u8ba4\u8bc1\uff0c\u5e76\u5f00\u653e\u4ee5\u4e0b\u80fd\u529b\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u5ba1\u8ba1\u5b63\u201c\u6beb\u4e0d\u614c\u5f20\u201d\uff1a<\/p>\n<ul>\n<li><strong>IAM \u5bf9\u63a5<\/strong>\uff1a\u652f\u6301 SAML2.0\u3001OIDC\uff0c\u53ef\u76f4\u63a5\u590d\u7528\u4f01\u4e1a AD \u7ec4\u7b56\u7565\uff1b  <\/li>\n<li><strong>\u7f51\u7edc\u9694\u79bb<\/strong>\uff1aVPC + \u5b89\u5168\u7ec4 + \u5fae\u9694\u79bb\u9632\u706b\u5899\uff0c\u5b9e\u73b0\u201c\u4e1c\u897f\u5411\u201d\u6d41\u91cf\u53ef\u89c6\uff1b  <\/li>\n<li><strong>\u64cd\u4f5c\u7559\u75d5<\/strong>\uff1aK8s Audit\u3001Bash Audit\u3001GPU \u9a71\u52a8 Audit \u4e09\u5408\u4e00\uff0c\u9ed8\u8ba4\u4fdd\u5b58 180 \u5929\uff0c\u53ef\u4e00\u952e\u6253\u5305\u6210 CSV \u4f9b\u5916\u90e8\u5ba1\u8ba1\u5e08\u62bd\u67e5\uff1b  <\/li>\n<li><strong>\u6570\u636e\u52a0\u5bc6<\/strong>\uff1a\u4e91\u786c\u76d8\u652f\u6301 KVM \u5c42\u5168\u76d8\u52a0\u5bc6\uff0c\u5bc6\u94a5\u6258\u7ba1\u5728\u5ba2\u6237\u81ea\u6709 KMS\uff0c\u6ee1\u8db3\u201c\u6570\u636e\u53ef\u64a4\u56de\u201d\u6761\u6b3e\u3002<\/li>\n<\/ul>\n<p>\u672a\u6765\u516d\u4e2a\u6708\uff0c\u661f\u5b87\u667a\u7b97\u8fd8\u5c06\u4e0a\u7ebf\u201c\u5408\u89c4\u5373\u4ee3\u7801\u201d\u6a21\u677f\uff0c\u628a ISO27001 \u6240\u9700\u7684 114 \u9879\u63a7\u5236\u70b9\u6620\u5c04\u4e3a Kubernetes Policy\uff0c\u53ea\u8981 <code>kubectl apply -f iso27001-policies.yaml<\/code>\uff0c\u5373\u53ef\u5728\u73b0\u6709 GPU \u96c6\u7fa4\u5b8c\u6210\u5408\u89c4\u57fa\u7ebf\u626b\u63cf\uff0c\u81ea\u52a8\u8f93\u51fa\u5dee\u8ddd\u62a5\u544a\u3002<\/p>\n<hr \/>\n<h2>\u7ed3\u8bed\uff1a\u8ba9 AI \u5de5\u5382\u201c\u5efa\u5f97\u8d77\u201d\u66f4\u201c\u7ba1\u5f97\u4f4f\u201d<\/h2>\n<p>\u4ece\u624b\u5de5\u5206\u914d GPU \u4e91\u4e3b\u673a\uff0c\u5230\u591a\u79df\u6237 vCluster \u843d\u5730\uff0c\u518d\u5230 ISO27001 \u6d41\u7a0b\u95ed\u73af\uff0c\u661f\u5b87\u667a\u7b97\u628a\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u8fd9\u4ef6\u4e8b\u505a\u6210\u4e86\u53ef\u590d\u5236\u7684\u201cAI \u5de5\u5382\u4ea4\u94a5\u5319\u5de5\u7a0b\u201d\u3002\u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u4eb2\u624b\u521b\u5efa\u4e00\u4e2a\u5e26 QoS\u3001\u5e26\u5ba1\u8ba1\u3001\u5e26\u6a21\u578b\u5e93\u7684 Kubernetes \u79df\u6237\uff0c\u53ea\u9700 5 \u5206\u949f\u3002<br \/>\n\u5f53\u7b97\u529b\u4e0d\u518d\u53d7\u9650\uff0c\u4f60\u7684\u7b97\u6cd5\u521b\u65b0\uff0c\u624d\u771f\u6b63\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f\u8d44\u8baf 2024 \u5e74\u300a\u4e2d\u56fd AI \u7b97\u529b\u53d1\u5c55\u62a5\u544a\u300b\u6307\u51fa\uff0c\u8fd1\u4e03&hellip;<\/p>\n","protected":false},"author":2,"featured_media":3138,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3139","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":58,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3139","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=3139"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3139\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3138"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3139"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3139"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}