Using Cloud Filestore
This guide describes how to set up and use Cloud Filestore with Kubeflow on Google Cloud Platform (GCP).
About Cloud Filestore
Cloud File Store is a fully managed NFS offering. Cloud Filestore is very useful for creating a shared filesystem that can be mounted into pods such as Jupyter.
Before you start
This guide assumes you have already set up Kubeflow on GCP. If you haven’t done so, follow the guide to deploying Kubeflow on GCP.
Create a Cloud Filestore instance
Follow these instructions to create a Cloud Filestore instance; if you already have a Cloud Filestore instance you want to use you can skip this section.
Copy the Cloud Filestore deployment manager configs to the gcp_config
directory:
cd ${KFAPP}
cp .cache/${VERSION}/deployment/gke/deployment_manager_configs/gcfs.yaml \
./gcp_config/
Edit gcfs.yaml
to match your desired configuration:
-
Set zone
-
Set name
-
Set the value of parent to include your project e.g.
projects/${PROJECT}/locations/${ZONE}
Using yq:
cd ${KFAPP}
. env.sh
yq -r ".resources[0].properties.instanceId=\"${DEPLOYMENT_NAME}\"" ${KFAPP}/gcp_config/gcfs.yaml > ${KFAPP}/gcp_config/gcfs.yaml.new
mv ${KFAPP}/gcp_config/gcfs.yaml.new ${KFAPP}/gcp_config/gcfs.yaml
Apply the changes:
cd ${KFAPP}/gcp_config
gcloud --project=${PROJECT} deployment-manager deployments create ${KFAPP-NAME}-nfs --config=gcfs.yaml
If you get an error legacy networks are not supported follow the instructions in the troubleshooting guide.
Create a PVC to mount the filestore.
Create a PVC for Cloud Filestore instance.
Run the following command to get the ip address of the cloud file store instance
gcloud --project=${PROJECT} filestore instances list
The output will be something like the following and give you the IP address of your instance.
INSTANCE_NAME ZONE TIER CAPACITY_GB FILE_SHARE_NAME IP_ADDRESS STATE CREATE_TIME
mykubeflow-nfs us-east1-d STANDARD 1024 kubeflow 10.20.148.194 READY 2019-05-15T01:23:53
Now create the PVC
cd ${KFAPP}/ks_app
ks generate google-cloud-filestore-pv google-cloud-filestore-pv --name="kubeflow-gcfs" \
--storageCapacity="${GCFS_STORAGE}" \
--serverIP="${GCFS_INSTANCE_IP_ADDRESS}"
-
GCFS_STORAGE The size of the Cloud Filestore persistent volume claim; e.g. “1G”
-
GCFS_INSTANCE_IP_ADDRESS The ip address of your Cloud Filestore instance; you can obtain this with
gcloud
:gcloud --project=${PROJECT} beta filestore instances list
Apply the changes:
cd ${KFAPP}
kfctl apply k8s
Using the PVC
With Jupyter
In the UI to create a jupyter notebook you can specify the PVC as an extra data volume.
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