<p>I'm setting up a service, which use k8s to start jupyter pod for each user. I need to provide a real-time resource usage of the jupyter pod when user query for it. I tried metrics-server and kubectl top. Their results are from cache and have about 1 minute delay. Is there any solution?</p>

<pre><code>&gt; kubectl version
</code></pre>

<blockquote>
  <p>Client Version: version.Info{Major:"1", Minor:"14",GitVersion:"v1.14.0",GitCommit:"641856db18352033a0d96dbc99153fa3b27298e5", GitTreeState:"clean", BuildDate:"2019-03-25T15:53:57Z",GoVersion:"go1.12.1", Compiler:"gc", Platform:"linux/amd64"}
  Server Version: version.Info{Major:"1", Minor:"12+", GitVersion:"v1.12.6-aliyun.1", GitCommit:"8cb561c", GitTreeState:"", BuildDate:"2019-05-23T11:28:17Z", GoVersion:"go1.10.8", Compiler:"gc",Platform:"linux/amd64"}</p>
</blockquote>

xpbug
<p>you could query the kubelet stats endpoint:</p>

<pre><code>curl --insecure https://&lt;node url&gt;:10250/stats/summary
</code></pre>

<p>you can also make the query more specific to pod/container</p>

<pre><code>curl --insecure https://&lt;node url&gt;:10250/{namespace}/{podName}/{uid}/{containerName}
</code></pre>

<p>where <code>uid</code> is basically any string...</p>

<p>The part of the code for your version is <a href="https://github.com/kubernetes/kubernetes/blob/release-1.14/pkg/kubelet/server/stats/handler.go#L123-L126" rel="nofollow noreferrer">here</a></p>

<p>Another tip: if your pod run as part of host network you could query <code>localhost</code> also and would need to assign a service account with access to it. The query would look like this:</p>

<pre><code>TOKEN=$(cat /var/run/secrets/kubernetes.io/serviceaccount/token)
curl https://localhost:10250/stats/summary --header "Authorization: Bearer $TOKEN" --insecure
</code></pre>
