Troubleshooting Guide
Fixing common problems in Kubeflow notebooks
Out of date
This guide contains outdated information pertaining to Kubeflow 1.0. This guide needs to be updated for Kubeflow 1.1.
Persistent Volumes and Persistent Volumes Claims
First, make sure that PVCs are bounded when using Jupyter notebooks. This should not be a problem when using managed Kubernetes. But if you are using Kubernetes on-prem, check out the guide to Kubeflow on-prem in a multi-node Kubernetes cluster if you are running Kubeflow in multi-node on-prem environment. Otherwise, look at the Pods stuck in Pending State guide to troubleshoot this problem.
Check the status of notebooks
Run the commands below.
kubectl get notebooks -o yaml ${NOTEBOOK}
kubectl describe notebooks ${NOTEBOOK}
Check the events
section to make sure that there are no errors.
Check the status of statefulsets
Make sure that the number of statefulsets
equals the desired number. If it is not the case, check for errors using the kubectl describe
.
kubectl get statefulsets -o yaml ${NOTEBOOK}
kubectl describe statefulsets ${NOTEBOOK}
The output should look like below:
NAME DESIRED CURRENT AGE
your-notebook 1 1 9m4s
Check the status of Pods
If the number of statefulsets didn’t match the desired number, make sure that the number of Pods match the number of desired Pods in the first command. In case it didn’t match, follow the steps below to further investigate the issue.
kubectl get pod -o yaml ${NOTEBOOK}-0
- The name of the Pod should start with
jupyter
- If you are using username/password auth with Jupyter the pod will be named
jupyter-${USERNAME}
- If you are using IAP on GKE the pod will be named
jupyter-accounts-2egoogle-2ecom-3USER-40DOMAIN-2eEXT
* Where USER@DOMAIN.EXT is the Google account used with IAP
Once you know the name of the pod do
kubectl describe pod ${NOTEBOOK}-0
- Look at the
events
to see if there are any errors trying to schedule the pod - One common error is not being able to schedule the pod because there aren’t enough resources in the cluster.
If the error still persisted, check for the errors in the logs of containers.
kubectl logs ${NOTEBOOK}-0
Note for GCP Users
You may encounter error below:
Type Reason Age From Message
---- ------ ---- ---- -------
Warning FailedCreate 2m19s (x26 over 7m39s) statefulset-controller create Pod test1-0 in StatefulSet test1 failed error: pods "test1-0" is forbidden: error looking up service account kubeflow/default-editor: serviceaccount "default-editor" not found
To fix this problem, create a service account named default-editor
with cluster-admin role.
kubectl create sa default-editor
kubectl create clusterrolebinding cluster-admin-binding --clusterrole cluster-admin --user default-editor
Last modified 08.10.2020: Fix minor documentation typos (#2256) (f391d15b)