Getting Started Stable Diffusion with LoRA models
1. About Stable Diffusion
There are an awesome article about the options to use the Google Secret Manager and their pros and cons. In this article, use Secrets Store CSI Driver by following this page.
First, install the secrets-store-csi-driver in kube-system namespace
helm repo add secrets-store-csi-driver https://kubernetes-sigs.github.io/secrets-store-csi-driver/charts
helm install csi-secrets-store secrets-store-csi-driver/secrets-store-csi-driver --namespace kube-system
Next, install the GCP provider for the secrets store CSI driver from this repository. Unfortunately, there is no helm chart as the time of this post is written, according to this GitHub issue.
Just download deploy/provider-gcp-plugin.yaml
and apply it to the cluster.
kubectl apply -f deploy/provider-gcp-plugin.yaml
Just follow the usage described in the secrets-store-csi-driver-provider-gcp repository.
These are overview, though I changed names of namespaces:
secrets_store_csi_driver_test
gke-secrets-store-csi-test
with the role roles/secretmanager.secretAccessor
test-secrets-store-csi
namespace and the service account name is default
Then I create following k8s resources.
apiVersion: secrets-store.csi.x-k8s.io/v1
kind: SecretProviderClass
metadata:
name: app-secrets
spec:
provider: gcp
parameters:
secrets: |
- resourceName: "projects/$PROJECT_ID/secrets/secrets_store_csi_driver_test/versions/latest"
path: "good1.txt"
- resourceName: "projects/$PROJECT_ID/secrets/secrets_store_csi_driver_test/versions/latest"
path: "good2.txt"
apiVersion: v1
kind: ServiceAccount
metadata:
name: mypodserviceaccount
namespace: default
annotations:
iam.gke.io/gcp-service-account: gke-workload@$PROJECT_ID.iam.gserviceaccount.com
---
apiVersion: v1
kind: Pod
metadata:
name: mypod
namespace: default
spec:
serviceAccountName: mypodserviceaccount
containers:
- image: gcr.io/google.com/cloudsdktool/cloud-sdk:slim
imagePullPolicy: IfNotPresent
name: mypod
resources:
requests:
cpu: 100m
stdin: true
stdinOnce: true
terminationMessagePath: /dev/termination-log
terminationMessagePolicy: File
tty: true
volumeMounts:
- mountPath: "/var/secrets"
name: mysecret
volumes:
- name: mysecret
csi:
driver: secrets-store.csi.k8s.io
readOnly: true
volumeAttributes:
secretProviderClass: "app-secrets"
After I deployed k8s resources and configure GCP resources, I was able to see the secrets are mounted:
[personal|test-secrets-store-csi] > kubectl exec -it mypod /bin/bash
root@mypod:/# ls /var/secrets
good1.txt good2.txt
root@mypod:/# cat /var/secrets/good1.txt
foo
root@mypod:/# cat /var/secrets/good2.txt
foo
This is an alpha feature, but it’s possible to sync and generate the data as a k8s secret, described in this page. Note that the volume mount is required for the Sync With Kubernetes Secrets
To use this feature, at first, enable the feature on the helm chart.
syncSecret:
enabled: true
Then change k8s resources like next. I checked how to write the configuration for secret objects from the test code of the provider.
@@ -11,6 +11,12 @@ spec:
path: "good1.txt"
- resourceName: "projects/$PROJECT_ID/secrets/secrets_store_csi_driver_test/versions/latest"
path: "good2.txt"
+ secretObjects:
+ - data:
+ - key: test-secret-contents
+ objectName: "good1.txt"
+ type: Opaque
+ secretName: test-synced-secret
---
apiVersion: v1
kind: ServiceAccount
@@ -31,6 +37,12 @@ spec:
- image: gcr.io/google.com/cloudsdktool/cloud-sdk:slim
imagePullPolicy: IfNotPresent
name: mypod
+ env:
+ - name: SECRET_CONTENTS
+ valueFrom:
+ secretKeyRef:
+ name: test-synced-secret
+ key: test-secret-contents
resources:
requests:
cpu: 100m
If you don’t mount it on a volume mount, you’ll get an error like this
status:
conditions:
containerStatuses:
- waiting:
message: secret "test-synced-secret" not found
reason: CreateContainerConfigError
When you succeed to deploy, you can see the secrets like
[personal|test-secrets-store-csi] > kubectl get secrets
NAME TYPE DATA AGE
default-token-qbwgz kubernetes.io/service-account-token 3 10d
test-synced-secret Opaque 1 1s
[personal|test-secrets-store-csi] > kubectl view-secret test-synced-secret
Choosing key: test-secret-contents
foo
[personal|test-secrets-store-csi] > kubectl exec -it mypod /bin/bash
kubectl exec [POD] [COMMAND] is DEPRECATED and will be removed in a future version. Use kubectl exec [POD] -- [COMMAND] instead.
root@mypod2:/# echo $SECRET_CONTENTS
foo
root@mypod2:/# exit
exit
There are a a few features that are still alpha:
SecretProviderClassPodStatus
resource stores the binding of a secret and a pod, and it also contains the version of the secret.1. About Stable Diffusion
Basic commands
Template package
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